collins

Dataset statistics

Number of variables	20
Number of observations	485
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	75.9 KiB
Average record size in memory	160.3 B

Variable types

NUM	19
BOOL	1

Reproduction

Analysis started	2020-08-25 01:18:49.017195
Analysis finished	2020-08-25 01:19:42.739110
Duration	53.72 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`Corpus` has constant value "1"	Constant
`Genre` is highly correlated with `Text` and 2 other fields	High correlation
`Text` is highly correlated with `Genre` and 2 other fields	High correlation
`Counter` is highly correlated with `Text` and 2 other fields	High correlation
`target` is highly correlated with `Text` and 2 other fields	High correlation
`Text` has unique values	Unique
`Counter` has unique values	Unique
`Motion` has 12 (2.5%) zeros	Zeros
`Direct_Activity` has 11 (2.3%) zeros	Zeros
`FirstPerson` has 136 (28.0%) zeros	Zeros
`target` has 44 (9.1%) zeros	Zeros

Motion
Real number (ℝ_≥0)

ZEROS

Distinct count	123
Unique (%)	25.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.49797938144329895
Minimum	0.0
Maximum	2.32
Zeros	12
Zeros (%)	2.5%
Memory size	3.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.05
Q1	0.22
median	0.4
Q3	0.68
95-th percentile	1.25
Maximum	2.32
Range	2.32
Interquartile range (IQR)	0.46

Descriptive statistics

Standard deviation	0.3955298251
Coefficient of variation (CV)	0.7942694815
Kurtosis	3.698359695
Mean	0.4979793814
Median Absolute Deviation (MAD)	0.22
Skewness	1.622802532
Sum	241.52
Variance	0.1564438425

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.09	22	4.5%
0.18	20	4.1%
0.26	19	3.9%
0.35	15	3.1%
0.22	14	2.9%
0.17	14	2.9%
0.13	13	2.7%
0.21	13	2.7%
0.04	12	2.5%
0	12	2.5%
0.3	12	2.5%
0.31	11	2.3%
0.34	10	2.1%
0.39	9	1.9%
0.74	8	1.6%
0.4	8	1.6%
0.25	8	1.6%
0.43	7	1.4%
0.27	7	1.4%
0.65	6	1.2%
0.47	6	1.2%
0.57	6	1.2%
0.42	6	1.2%
0.63	6	1.2%
0.7	6	1.2%
Other values (98)	215	44.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	12	2.5%
0.04	12	2.5%
0.05	2	0.4%
0.08	3	0.6%
0.09	22	4.5%
0.12	2	0.4%
0.13	13	2.7%
0.14	2	0.4%
0.16	3	0.6%
0.17	14	2.9%

Value	Count	Frequency (%)
2.32	2	0.4%
2.28	1	0.2%
2.27	1	0.2%
2.14	1	0.2%
1.84	1	0.2%
1.82	1	0.2%
1.75	1	0.2%
1.61	1	0.2%
1.58	1	0.2%
1.54	1	0.2%

Direct_Activity
Real number (ℝ_≥0)

ZEROS

Distinct count	78
Unique (%)	16.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2867422680412371
Minimum	0.0
Maximum	3.08
Zeros	11
Zeros (%)	2.3%
Memory size	3.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.04
Q1	0.13
median	0.22
Q3	0.35
95-th percentile	0.67
Maximum	3.08
Range	3.08
Interquartile range (IQR)	0.22

Descriptive statistics

Standard deviation	0.2758400123
Coefficient of variation (CV)	0.9619789023
Kurtosis	29.0058994
Mean	0.286742268
Median Absolute Deviation (MAD)	0.09
Skewness	4.183908013
Sum	139.07
Variance	0.07608771236

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.13	48	9.9%
0.17	38	7.8%
0.09	28	5.8%
0.04	25	5.2%
0.22	24	4.9%
0.26	20	4.1%
0.21	20	4.1%
0.3	18	3.7%
0.08	18	3.7%
0.31	17	3.5%
0.18	16	3.3%
0.12	12	2.5%
0.35	11	2.3%
0	11	2.3%
0.25	10	2.1%
0.29	9	1.9%
0.34	7	1.4%
0.27	6	1.2%
0.44	6	1.2%
0.32	6	1.2%
0.4	6	1.2%
0.49	6	1.2%
0.39	6	1.2%
0.38	6	1.2%
0.58	5	1.0%
Other values (53)	106	21.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	11	2.3%
0.04	25	5.2%
0.05	1	0.2%
0.08	18	3.7%
0.09	28	5.8%
0.12	12	2.5%
0.13	48	9.9%
0.14	4	0.8%
0.16	3	0.6%
0.17	38	7.8%

Value	Count	Frequency (%)
3.08	1	0.2%
1.98	1	0.2%
1.77	1	0.2%
1.74	1	0.2%
1.57	1	0.2%
1.48	1	0.2%
1.43	1	0.2%
1.31	1	0.2%
1.03	1	0.2%
1.02	1	0.2%

Text
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct count	485
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	242.7175257731959
Minimum	0
Maximum	490
Zeros	1
Zeros (%)	0.2%
Memory size	3.9 KiB

Quantile statistics

Minimum	0
5-th percentile	24.2
Q1	121
median	242
Q3	363
95-th percentile	465.8
Maximum	490
Range	490
Interquartile range (IQR)	242

Descriptive statistics

Standard deviation	141.2562022
Coefficient of variation (CV)	0.5819777611
Kurtosis	-1.181238415
Mean	242.7175258
Median Absolute Deviation (MAD)	121
Skewness	0.02093555902
Sum	117718
Variance	19953.31467

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
490	1	0.2%
180	1	0.2%
152	1	0.2%
153	1	0.2%
154	1	0.2%
155	1	0.2%
156	1	0.2%
157	1	0.2%
158	1	0.2%
159	1	0.2%
160	1	0.2%
161	1	0.2%
162	1	0.2%
163	1	0.2%
164	1	0.2%
165	1	0.2%
166	1	0.2%
167	1	0.2%
168	1	0.2%
169	1	0.2%
170	1	0.2%
171	1	0.2%
172	1	0.2%
173	1	0.2%
174	1	0.2%
Other values (460)	460	94.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.2%
1	1	0.2%
2	1	0.2%
3	1	0.2%
4	1	0.2%
5	1	0.2%
6	1	0.2%
7	1	0.2%
8	1	0.2%
9	1	0.2%

Value	Count	Frequency (%)
490	1	0.2%
489	1	0.2%
488	1	0.2%
487	1	0.2%
486	1	0.2%
485	1	0.2%
484	1	0.2%
483	1	0.2%
482	1	0.2%
481	1	0.2%

Share_SocTies
Real number (ℝ_≥0)

Distinct count	259
Unique (%)	53.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.053917525773196
Minimum	0.43
Maximum	5.64
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0.43
5-th percentile	0.782
Q1	1.26
median	1.87
Q3	2.63
95-th percentile	4.056
Maximum	5.64
Range	5.21
Interquartile range (IQR)	1.37

Descriptive statistics

Standard deviation	1.017507038
Coefficient of variation (CV)	0.4953981963
Kurtosis	0.682741928
Mean	2.053917526
Median Absolute Deviation (MAD)	0.64
Skewness	0.9657550656
Sum	996.15
Variance	1.035320572

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2.24	6	1.2%
1.03	5	1.0%
1.37	5	1.0%
1.49	5	1.0%
2.28	5	1.0%
1.59	5	1.0%
2.11	5	1.0%
1.28	5	1.0%
1.79	4	0.8%
1.4	4	0.8%
1.08	4	0.8%
0.66	4	0.8%
2.37	4	0.8%
1.07	4	0.8%
1.19	4	0.8%
0.83	4	0.8%
1.76	4	0.8%
3.6	4	0.8%
2.2	4	0.8%
1.94	4	0.8%
1.25	4	0.8%
1.23	4	0.8%
1.99	4	0.8%
1.24	4	0.8%
1	4	0.8%
Other values (234)	376	77.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.43	1	0.2%
0.52	1	0.2%
0.53	1	0.2%
0.57	1	0.2%
0.59	3	0.6%
0.61	1	0.2%
0.63	1	0.2%
0.66	4	0.8%
0.68	1	0.2%
0.69	1	0.2%

Value	Count	Frequency (%)
5.64	1	0.2%
5.51	1	0.2%
5.43	1	0.2%
5.37	1	0.2%
5.28	1	0.2%
4.81	1	0.2%
4.76	2	0.4%
4.73	1	0.2%
4.71	1	0.2%
4.68	1	0.2%

TimeInterval
Real number (ℝ_≥0)

Distinct count	173
Unique (%)	35.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.327381443298969
Minimum	0.17
Maximum	4.84
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0.17
5-th percentile	0.67
Q1	0.99
median	1.24
Q3	1.55
95-th percentile	2.29
Maximum	4.84
Range	4.67
Interquartile range (IQR)	0.56

Descriptive statistics

Standard deviation	0.5416926609
Coefficient of variation (CV)	0.4080911811
Kurtosis	6.977359298
Mean	1.327381443
Median Absolute Deviation (MAD)	0.27
Skewness	1.851873963
Sum	643.78
Variance	0.2934309389

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1.31	11	2.3%
1.26	10	2.1%
1.35	8	1.6%
0.98	7	1.4%
1.01	7	1.4%
1.07	7	1.4%
1.47	7	1.4%
1.23	7	1.4%
1.02	7	1.4%
1	7	1.4%
1.14	7	1.4%
0.96	6	1.2%
1.19	6	1.2%
0.99	6	1.2%
1.06	6	1.2%
1.1	6	1.2%
1.2	6	1.2%
1.56	6	1.2%
1.08	6	1.2%
1.33	6	1.2%
1.77	5	1.0%
0.9	5	1.0%
1.38	5	1.0%
0.88	5	1.0%
0.79	5	1.0%
Other values (148)	321	66.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.17	1	0.2%
0.26	2	0.4%
0.33	1	0.2%
0.43	1	0.2%
0.45	1	0.2%
0.47	1	0.2%
0.5	1	0.2%
0.53	1	0.2%
0.54	1	0.2%
0.55	1	0.2%

Value	Count	Frequency (%)
4.84	1	0.2%
4.51	1	0.2%
3.57	1	0.2%
3.3	1	0.2%
3.13	1	0.2%
3.07	1	0.2%
3.06	1	0.2%
2.98	1	0.2%
2.9	1	0.2%
2.84	1	0.2%

LinearGuidance
Real number (ℝ_≥0)

Distinct count	345
Unique (%)	71.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.710969072164948
Minimum	0.43
Maximum	10.95
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0.43
5-th percentile	1.878
Q1	3.21
median	4.27
Q3	6.12
95-th percentile	8.748
Maximum	10.95
Range	10.52
Interquartile range (IQR)	2.91

Descriptive statistics

Standard deviation	2.0666678
Coefficient of variation (CV)	0.4386927123
Kurtosis	-0.1330604011
Mean	4.710969072
Median Absolute Deviation (MAD)	1.34
Skewness	0.6536904676
Sum	2284.82
Variance	4.271115794

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3.75	5	1.0%
3.9	5	1.0%
3.93	4	0.8%
3.43	4	0.8%
4.05	4	0.8%
3.46	4	0.8%
3.83	4	0.8%
5.56	3	0.6%
2.84	3	0.6%
3.48	3	0.6%
3.67	3	0.6%
2.89	3	0.6%
3.31	3	0.6%
2.94	3	0.6%
3.15	3	0.6%
3.56	3	0.6%
4.65	3	0.6%
5.61	3	0.6%
3.18	3	0.6%
3.36	3	0.6%
7.26	3	0.6%
2.73	3	0.6%
3.23	3	0.6%
6.42	3	0.6%
2.1	3	0.6%
Other values (320)	401	82.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.43	1	0.2%
1.16	1	0.2%
1.25	1	0.2%
1.29	1	0.2%
1.32	1	0.2%
1.36	1	0.2%
1.47	1	0.2%
1.48	1	0.2%
1.52	1	0.2%
1.57	2	0.4%

Value	Count	Frequency (%)
10.95	1	0.2%
10.81	1	0.2%
10.71	1	0.2%
10.41	1	0.2%
10.36	1	0.2%
9.87	1	0.2%
9.77	1	0.2%
9.66	1	0.2%
9.55	1	0.2%
9.49	1	0.2%

FirstPerson
Real number (ℝ_≥0)

ZEROS

Distinct count	133
Unique (%)	27.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.543340206185567
Minimum	0.0
Maximum	5.83
Zeros	136
Zeros (%)	28.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.18
Q3	0.64
95-th percentile	2.34
Maximum	5.83
Range	5.83
Interquartile range (IQR)	0.64

Descriptive statistics

Standard deviation	0.9384869888
Coefficient of variation (CV)	1.727254818
Kurtosis	10.53816611
Mean	0.5433402062
Median Absolute Deviation (MAD)	0.18
Skewness	3.053153216
Sum	263.52
Variance	0.8807578282

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	136	28.0%
0.04	46	9.5%
0.09	21	4.3%
0.13	11	2.3%
0.26	11	2.3%
0.17	11	2.3%
0.22	9	1.9%
0.3	7	1.4%
0.43	6	1.2%
0.08	6	1.2%
0.12	5	1.0%
0.44	5	1.0%
0.38	5	1.0%
0.57	5	1.0%
0.41	4	0.8%
0.66	4	0.8%
0.27	4	0.8%
0.34	4	0.8%
0.94	4	0.8%
0.05	4	0.8%
0.68	4	0.8%
0.71	4	0.8%
0.64	4	0.8%
1.14	3	0.6%
0.48	3	0.6%
Other values (108)	159	32.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	136	28.0%
0.04	46	9.5%
0.05	4	0.8%
0.08	6	1.2%
0.09	21	4.3%
0.12	5	1.0%
0.13	11	2.3%
0.14	2	0.4%
0.17	11	2.3%
0.18	1	0.2%

Value	Count	Frequency (%)
5.83	1	0.2%
5.61	1	0.2%
5.5	1	0.2%
4.84	1	0.2%
4.83	1	0.2%
4.72	1	0.2%
4.69	1	0.2%
4.61	1	0.2%
4.58	1	0.2%
4.33	1	0.2%

WordPicture
Real number (ℝ_≥0)

Distinct count	364
Unique (%)	75.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.359319587628866
Minimum	0.71
Maximum	14.58
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0.71
5-th percentile	1.998
Q1	3.72
median	5.16
Q3	6.73
95-th percentile	9.204
Maximum	14.58
Range	13.87
Interquartile range (IQR)	3.01

Descriptive statistics

Standard deviation	2.241235029
Coefficient of variation (CV)	0.4181939502
Kurtosis	0.5329406323
Mean	5.359319588
Median Absolute Deviation (MAD)	1.49
Skewness	0.5895101535
Sum	2599.27
Variance	5.023134453

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
4.57	4	0.8%
3.72	4	0.8%
7.15	4	0.8%
6.39	3	0.6%
4.24	3	0.6%
2.9	3	0.6%
3.18	3	0.6%
6.73	3	0.6%
5.83	3	0.6%
7.77	3	0.6%
5.19	3	0.6%
4.35	3	0.6%
4.01	3	0.6%
5.85	3	0.6%
6.27	3	0.6%
7.29	3	0.6%
4.07	3	0.6%
3.78	3	0.6%
7.44	3	0.6%
6.3	3	0.6%
6.65	2	0.4%
5.16	2	0.4%
4.85	2	0.4%
5.21	2	0.4%
6.01	2	0.4%
Other values (339)	412	84.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.71	1	0.2%
0.83	1	0.2%
0.94	1	0.2%
1.06	1	0.2%
1.13	1	0.2%
1.19	1	0.2%
1.23	1	0.2%
1.27	1	0.2%
1.39	1	0.2%
1.46	1	0.2%

Value	Count	Frequency (%)
14.58	1	0.2%
12.79	1	0.2%
12.49	1	0.2%
12.23	1	0.2%
11.88	1	0.2%
11.55	1	0.2%
11.25	1	0.2%
11.19	1	0.2%
11.09	1	0.2%
10.98	1	0.2%

ThinkAhead
Real number (ℝ_≥0)

Distinct count	171
Unique (%)	35.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.2080824742268041
Minimum	0.17
Maximum	3.51
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0.17
5-th percentile	0.562
Q1	0.88
median	1.14
Q3	1.47
95-th percentile	2.044
Maximum	3.51
Range	3.34
Interquartile range (IQR)	0.59

Descriptive statistics

Standard deviation	0.4800463061
Coefficient of variation (CV)	0.397362197
Kurtosis	2.547039411
Mean	1.208082474
Median Absolute Deviation (MAD)	0.29
Skewness	1.102897776
Sum	585.92
Variance	0.230444456

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.93	7	1.4%
1	7	1.4%
1.2	7	1.4%
1.47	7	1.4%
1.23	6	1.2%
0.9	6	1.2%
0.76	6	1.2%
1.02	6	1.2%
1.43	6	1.2%
1.12	6	1.2%
0.87	6	1.2%
0.95	6	1.2%
1.04	6	1.2%
1.18	6	1.2%
0.97	6	1.2%
1.3	5	1.0%
1.34	5	1.0%
1.35	5	1.0%
0.72	5	1.0%
1.32	5	1.0%
1.48	5	1.0%
1.08	5	1.0%
0.66	5	1.0%
0.96	5	1.0%
1.06	5	1.0%
Other values (146)	341	70.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.17	1	0.2%
0.25	2	0.4%
0.37	1	0.2%
0.39	2	0.4%
0.4	1	0.2%
0.41	1	0.2%
0.43	4	0.8%
0.44	2	0.4%
0.47	1	0.2%
0.49	1	0.2%

Value	Count	Frequency (%)
3.51	1	0.2%
3.5	1	0.2%
2.94	2	0.4%
2.89	1	0.2%
2.76	1	0.2%
2.71	1	0.2%
2.56	1	0.2%
2.49	1	0.2%
2.43	1	0.2%
2.41	1	0.2%

InnerThinking
Real number (ℝ_≥0)

Distinct count	259
Unique (%)	53.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.6827010309278347
Minimum	0.56
Maximum	6.11
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0.56
5-th percentile	1.262
Q1	2.15
median	2.63
Q3	3.16
95-th percentile	4.148
Maximum	6.11
Range	5.55
Interquartile range (IQR)	1.01

Descriptive statistics

Standard deviation	0.8737200339
Coefficient of variation (CV)	0.3256866955
Kurtosis	1.10535995
Mean	2.682701031
Median Absolute Deviation (MAD)	0.51
Skewness	0.4565857696
Sum	1301.11
Variance	0.7633866976

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2.39	12	2.5%
2.45	8	1.6%
3.09	6	1.2%
2.96	5	1.0%
2.5	5	1.0%
2.51	5	1.0%
3.33	5	1.0%
2.63	5	1.0%
1.94	5	1.0%
2.52	4	0.8%
2.82	4	0.8%
2.67	4	0.8%
2.43	4	0.8%
2.93	4	0.8%
2.57	4	0.8%
2.92	4	0.8%
3.14	4	0.8%
2.33	4	0.8%
2.26	4	0.8%
2.95	4	0.8%
2.47	4	0.8%
3.44	4	0.8%
3	4	0.8%
2.22	3	0.6%
2.66	3	0.6%
Other values (234)	367	75.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.56	1	0.2%
0.68	1	0.2%
0.73	1	0.2%
0.74	1	0.2%
0.76	2	0.4%
0.9	1	0.2%
0.94	1	0.2%
0.95	1	0.2%
0.97	1	0.2%
0.99	1	0.2%

Value	Count	Frequency (%)
6.11	1	0.2%
6.05	1	0.2%
5.9	1	0.2%
5.82	1	0.2%
5.46	1	0.2%
5.21	1	0.2%
4.83	1	0.2%
4.76	1	0.2%
4.66	1	0.2%
4.62	1	0.2%

Notifying
Real number (ℝ_≥0)

Distinct count	215
Unique (%)	44.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.6876288659793817
Minimum	1.2
Maximum	5.32
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	1.2
5-th percentile	1.68
Q1	2.22
median	2.69
Q3	3.12
95-th percentile	3.75
Maximum	5.32
Range	4.12
Interquartile range (IQR)	0.9

Descriptive statistics

Standard deviation	0.6624840138
Coefficient of variation (CV)	0.2464938602
Kurtosis	0.5453729433
Mean	2.687628866
Median Absolute Deviation (MAD)	0.46
Skewness	0.439635567
Sum	1303.5
Variance	0.4388850686

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2.72	8	1.6%
2.8	6	1.2%
2.34	6	1.2%
3.04	6	1.2%
2.4	6	1.2%
2.92	6	1.2%
3.16	6	1.2%
2.39	6	1.2%
2.45	5	1.0%
2.27	5	1.0%
3.27	5	1.0%
2.1	5	1.0%
2.18	5	1.0%
2.83	5	1.0%
2.61	5	1.0%
2.28	5	1.0%
2.86	5	1.0%
3.42	5	1.0%
2.73	4	0.8%
2.44	4	0.8%
2.06	4	0.8%
2	4	0.8%
2.55	4	0.8%
3.12	4	0.8%
2.79	4	0.8%
Other values (190)	357	73.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.2	1	0.2%
1.3	1	0.2%
1.32	1	0.2%
1.33	1	0.2%
1.34	1	0.2%
1.37	1	0.2%
1.38	1	0.2%
1.45	1	0.2%
1.47	1	0.2%
1.49	3	0.6%

Value	Count	Frequency (%)
5.32	1	0.2%
5.21	1	0.2%
4.91	1	0.2%
4.73	1	0.2%
4.58	1	0.2%
4.39	1	0.2%
4.36	1	0.2%
4.29	1	0.2%
4.19	1	0.2%
4.12	1	0.2%

Genre
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	13
Unique (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.2309278350515465
Minimum	1
Maximum	14
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	5
median	7
Q3	9
95-th percentile	14
Maximum	14
Range	13
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.610743863
Coefficient of variation (CV)	0.4993472408
Kurtosis	-0.6164628848
Mean	7.230927835
Median Absolute Deviation (MAD)	2
Skewness	0.002664972705
Sum	3507
Variance	13.03747124

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
9	80	16.5%
7	75	15.5%
6	48	9.9%
1	44	9.1%
5	36	7.4%
8	30	6.2%
14	29	6.0%
13	29	6.0%
10	29	6.0%
2	27	5.6%
11	24	4.9%
4	17	3.5%
3	17	3.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	44	9.1%
2	27	5.6%
3	17	3.5%
4	17	3.5%
5	36	7.4%
6	48	9.9%
7	75	15.5%
8	30	6.2%
9	80	16.5%
10	29	6.0%

Value	Count	Frequency (%)
14	29	6.0%
13	29	6.0%
11	24	4.9%
10	29	6.0%
9	80	16.5%
8	30	6.2%
7	75	15.5%
6	48	9.9%
5	36	7.4%
4	17	3.5%

ThinkPositive
Real number (ℝ_≥0)

Distinct count	151
Unique (%)	31.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.7547628865979381
Minimum	0.04
Maximum	2.3
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0.04
5-th percentile	0.21
Q1	0.45
median	0.7
Q3	0.98
95-th percentile	1.51
Maximum	2.3
Range	2.26
Interquartile range (IQR)	0.53

Descriptive statistics

Standard deviation	0.4062896458
Coefficient of variation (CV)	0.5383010387
Kurtosis	0.7660304303
Mean	0.7547628866
Median Absolute Deviation (MAD)	0.26
Skewness	0.8701093712
Sum	366.06
Variance	0.1650712763

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.74	13	2.7%
0.3	10	2.1%
0.79	9	1.9%
0.43	9	1.9%
0.87	9	1.9%
0.53	9	1.9%
0.58	8	1.6%
0.7	8	1.6%
0.39	7	1.4%
0.64	7	1.4%
0.67	7	1.4%
0.47	7	1.4%
0.51	7	1.4%
0.73	7	1.4%
0.44	7	1.4%
0.59	7	1.4%
0.62	7	1.4%
0.68	7	1.4%
1.04	6	1.2%
0.76	6	1.2%
0.54	6	1.2%
0.88	6	1.2%
1.03	6	1.2%
0.49	5	1.0%
0.55	5	1.0%
Other values (126)	300	61.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.04	3	0.6%
0.08	3	0.6%
0.12	3	0.6%
0.13	4	0.8%
0.14	1	0.2%
0.16	2	0.4%
0.17	5	1.0%
0.18	2	0.4%
0.2	1	0.2%
0.21	3	0.6%

Value	Count	Frequency (%)
2.3	1	0.2%
2.13	1	0.2%
2.09	1	0.2%
2.02	1	0.2%
2.01	1	0.2%
1.92	1	0.2%
1.91	1	0.2%
1.9	1	0.2%
1.88	1	0.2%
1.86	1	0.2%

ThinkNegative
Real number (ℝ_≥0)

Distinct count	212
Unique (%)	43.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.2281030927835048
Minimum	0.04
Maximum	3.69
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0.04
5-th percentile	0.302
Q1	0.73
median	1.15
Q3	1.62
95-th percentile	2.462
Maximum	3.69
Range	3.65
Interquartile range (IQR)	0.89

Descriptive statistics

Standard deviation	0.6605498818
Coefficient of variation (CV)	0.5378619154
Kurtosis	0.5528412507
Mean	1.228103093
Median Absolute Deviation (MAD)	0.45
Skewness	0.7512287129
Sum	595.63
Variance	0.4363261464

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1.21	7	1.4%
0.58	7	1.4%
1.61	6	1.2%
0.86	6	1.2%
1.15	6	1.2%
1.01	6	1.2%
0.72	6	1.2%
0.84	6	1.2%
1.18	5	1.0%
0.99	5	1.0%
1.53	5	1.0%
1.27	5	1.0%
1.69	5	1.0%
1.05	5	1.0%
0.31	5	1.0%
0.26	4	0.8%
1.46	4	0.8%
0.82	4	0.8%
0.93	4	0.8%
0.47	4	0.8%
0.7	4	0.8%
1.79	4	0.8%
0.35	4	0.8%
0.61	4	0.8%
1.4	4	0.8%
Other values (187)	360	74.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.04	1	0.2%
0.08	1	0.2%
0.09	1	0.2%
0.16	3	0.6%
0.17	1	0.2%
0.2	2	0.4%
0.22	2	0.4%
0.24	2	0.4%
0.25	2	0.4%
0.26	4	0.8%

Value	Count	Frequency (%)
3.69	1	0.2%
3.64	1	0.2%
3.62	1	0.2%
3.45	1	0.2%
3.12	1	0.2%
2.93	1	0.2%
2.82	1	0.2%
2.79	1	0.2%
2.77	1	0.2%
2.75	1	0.2%

ShiftingEvents
Real number (ℝ_≥0)

Distinct count	132
Unique (%)	27.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.8181855670103093
Minimum	0.09
Maximum	1.87
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0.09
5-th percentile	0.362
Q1	0.58
median	0.78
Q3	1.02
95-th percentile	1.378
Maximum	1.87
Range	1.78
Interquartile range (IQR)	0.44

Descriptive statistics

Standard deviation	0.3238705846
Coefficient of variation (CV)	0.3958400119
Kurtosis	0.2107657564
Mean	0.818185567
Median Absolute Deviation (MAD)	0.22
Skewness	0.5626709924
Sum	396.82
Variance	0.1048921556

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.87	9	1.9%
0.4	9	1.9%
0.76	9	1.9%
0.94	8	1.6%
0.65	8	1.6%
0.6	8	1.6%
0.64	8	1.6%
0.68	8	1.6%
0.52	8	1.6%
0.5	8	1.6%
0.81	7	1.4%
0.91	7	1.4%
0.93	7	1.4%
0.58	7	1.4%
0.82	7	1.4%
0.77	7	1.4%
0.92	7	1.4%
0.63	7	1.4%
0.54	6	1.2%
0.83	6	1.2%
0.8	6	1.2%
0.48	6	1.2%
0.89	6	1.2%
0.72	6	1.2%
0.96	6	1.2%
Other values (107)	304	62.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.09	1	0.2%
0.14	1	0.2%
0.18	1	0.2%
0.21	2	0.4%
0.22	1	0.2%
0.23	2	0.4%
0.25	1	0.2%
0.26	1	0.2%
0.27	1	0.2%
0.29	2	0.4%

Value	Count	Frequency (%)
1.87	1	0.2%
1.81	2	0.4%
1.8	1	0.2%
1.79	1	0.2%
1.75	1	0.2%
1.68	1	0.2%
1.67	1	0.2%
1.65	1	0.2%
1.62	1	0.2%
1.57	4	0.8%

PastEvents
Real number (ℝ_≥0)

Distinct count	276
Unique (%)	56.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.146
Minimum	0.32
Maximum	5.93
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0.32
5-th percentile	0.78
Q1	1.27
median	1.95
Q3	2.9
95-th percentile	4.098
Maximum	5.93
Range	5.61
Interquartile range (IQR)	1.63

Descriptive statistics

Standard deviation	1.071179392
Coefficient of variation (CV)	0.4991516271
Kurtosis	-0.04494466785
Mean	2.146
Median Absolute Deviation (MAD)	0.78
Skewness	0.701771433
Sum	1040.81
Variance	1.147425289

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2.9	6	1.2%
1.31	5	1.0%
1.03	5	1.0%
0.87	5	1.0%
2.04	5	1.0%
1.73	5	1.0%
1.06	5	1.0%
1.42	5	1.0%
1.3	4	0.8%
3.31	4	0.8%
1.05	4	0.8%
3.38	4	0.8%
1.21	4	0.8%
1.33	4	0.8%
1.02	4	0.8%
1.7	4	0.8%
1.12	4	0.8%
1.54	4	0.8%
1.13	4	0.8%
3.37	4	0.8%
2.99	4	0.8%
2.2	3	0.6%
2.43	3	0.6%
2.38	3	0.6%
1.58	3	0.6%
Other values (251)	380	78.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.32	1	0.2%
0.39	1	0.2%
0.41	1	0.2%
0.47	2	0.4%
0.5	1	0.2%
0.57	1	0.2%
0.62	1	0.2%
0.63	2	0.4%
0.65	1	0.2%
0.66	1	0.2%

Value	Count	Frequency (%)
5.93	1	0.2%
5.5	1	0.2%
5.25	1	0.2%
5.2	1	0.2%
4.97	1	0.2%
4.95	1	0.2%
4.93	1	0.2%
4.87	1	0.2%
4.82	1	0.2%
4.78	1	0.2%

Counter
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct count	485
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	243.7175257731959
Minimum	1.0
Maximum	491.0
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	1
5-th percentile	25.2
Q1	122
median	243
Q3	364
95-th percentile	466.8
Maximum	491
Range	490
Interquartile range (IQR)	242

Descriptive statistics

Standard deviation	141.2562022
Coefficient of variation (CV)	0.5795898419
Kurtosis	-1.181238415
Mean	243.7175258
Median Absolute Deviation (MAD)	121
Skewness	0.02093555902
Sum	118203
Variance	19953.31467

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
489	1	0.2%
234	1	0.2%
178	1	0.2%
180	1	0.2%
182	1	0.2%
184	1	0.2%
186	1	0.2%
188	1	0.2%
190	1	0.2%
192	1	0.2%
194	1	0.2%
196	1	0.2%
198	1	0.2%
200	1	0.2%
202	1	0.2%
204	1	0.2%
206	1	0.2%
208	1	0.2%
210	1	0.2%
212	1	0.2%
214	1	0.2%
216	1	0.2%
218	1	0.2%
220	1	0.2%
222	1	0.2%
Other values (460)	460	94.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	0.2%
2	1	0.2%
3	1	0.2%
4	1	0.2%
5	1	0.2%
6	1	0.2%
7	1	0.2%
8	1	0.2%
9	1	0.2%
10	1	0.2%

Value	Count	Frequency (%)
491	1	0.2%
490	1	0.2%
489	1	0.2%
488	1	0.2%
487	1	0.2%
486	1	0.2%
485	1	0.2%
484	1	0.2%
483	1	0.2%
482	1	0.2%

Corpus
Boolean

CONSTANT
REJECTED

Distinct count	1
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	3.9 KiB

1	485

Frequency Table

Value	Count	Frequency (%)
1	485	100.0%

Reasoning
Real number (ℝ_≥0)

Distinct count	258
Unique (%)	53.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.5458144329896903
Minimum	0.55
Maximum	5.83
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0.55
5-th percentile	1.244
Q1	1.97
median	2.52
Q3	3.07
95-th percentile	4.028
Maximum	5.83
Range	5.28
Interquartile range (IQR)	1.1

Descriptive statistics

Standard deviation	0.8377932486
Coefficient of variation (CV)	0.3290865343
Kurtosis	0.3234571974
Mean	2.545814433
Median Absolute Deviation (MAD)	0.55
Skewness	0.3385340266
Sum	1234.72
Variance	0.7018975275

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2.75	8	1.6%
2.73	7	1.4%
2.6	6	1.2%
2.17	6	1.2%
2.24	5	1.0%
3.18	5	1.0%
2.27	5	1.0%
2.41	5	1.0%
1.68	4	0.8%
2.9	4	0.8%
2.43	4	0.8%
3.72	4	0.8%
2.26	4	0.8%
1.97	4	0.8%
3.3	4	0.8%
3	4	0.8%
1.72	4	0.8%
2.63	4	0.8%
2.57	4	0.8%
2.51	4	0.8%
2.79	4	0.8%
2.54	4	0.8%
2.62	4	0.8%
2	4	0.8%
1.83	4	0.8%
Other values (233)	370	76.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.55	1	0.2%
0.57	1	0.2%
0.62	1	0.2%
0.65	1	0.2%
0.67	1	0.2%
0.71	1	0.2%
0.77	1	0.2%
0.79	1	0.2%
0.89	1	0.2%
0.94	1	0.2%

Value	Count	Frequency (%)
5.83	1	0.2%
5.24	1	0.2%
4.86	1	0.2%
4.83	1	0.2%
4.63	1	0.2%
4.62	1	0.2%
4.55	1	0.2%
4.54	1	0.2%
4.5	1	0.2%
4.4	1	0.2%

target
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	13
Unique (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.2309278350515465
Minimum	0
Maximum	13
Zeros	44
Zeros (%)	9.1%
Memory size	3.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	6
Q3	8
95-th percentile	13
Maximum	13
Range	13
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.610743863
Coefficient of variation (CV)	0.5794873506
Kurtosis	-0.6164628848
Mean	6.230927835
Median Absolute Deviation (MAD)	2
Skewness	0.002664972705
Sum	3022
Variance	13.03747124

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
8	80	16.5%
6	75	15.5%
5	48	9.9%
0	44	9.1%
4	36	7.4%
7	30	6.2%
13	29	6.0%
12	29	6.0%
9	29	6.0%
1	27	5.6%
10	24	4.9%
3	17	3.5%
2	17	3.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	44	9.1%
1	27	5.6%
2	17	3.5%
3	17	3.5%
4	36	7.4%
5	48	9.9%
6	75	15.5%
7	30	6.2%
8	80	16.5%
9	29	6.0%

Value	Count	Frequency (%)
13	29	6.0%
12	29	6.0%
10	24	4.9%
9	29	6.0%
8	80	16.5%
7	30	6.2%
6	75	15.5%
5	48	9.9%
4	36	7.4%
3	17	3.5%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	Motion	Direct_Activity	Text	Share_SocTies	TimeInterval	LinearGuidance	FirstPerson	WordPicture	ThinkAhead	InnerThinking	Notifying	Genre	ThinkPositive	ThinkNegative	ShiftingEvents	PastEvents	Counter	Corpus	Reasoning
0	0.35	0.48	0	2.24	1.63	5.23	0.09	5.01	2.15	1.72	2.11	1	0.62	0.70	0.79	2.55	1.0	1	1.23
1	0.25	0.21	1	2.28	1.39	3.46	0.13	4.34	1.85	1.48	1.77	1	0.38	0.63	0.80	1.77	2.0	1	1.48
2	0.17	0.17	2	2.84	1.94	5.03	0.04	5.85	1.55	1.72	2.84	1	0.34	1.12	0.82	2.32	3.0	1	1.68
3	0.09	0.22	3	3.06	1.71	3.15	0.00	3.28	1.21	2.74	2.47	1	0.90	2.43	0.81	1.89	4.0	1	3.46
4	0.35	0.44	4	1.84	1.80	5.79	0.26	3.16	2.28	2.15	2.54	1	0.39	0.61	0.96	1.54	5.0	1	1.93
5	0.26	0.30	5	2.13	1.35	6.52	0.26	5.83	1.83	1.26	2.22	1	0.70	0.91	0.83	1.61	6.0	1	1.74
6	0.34	0.21	6	2.67	1.23	3.90	0.17	4.07	1.74	1.31	2.92	1	0.59	0.97	0.89	1.40	7.0	1	1.61
7	0.45	0.14	7	1.99	1.31	2.67	0.00	5.16	2.94	3.40	3.08	1	0.59	1.40	0.81	0.91	8.0	1	2.17
8	0.30	0.08	8	1.57	2.17	3.36	0.13	4.59	1.19	1.10	2.42	1	0.30	0.93	0.38	2.12	9.0	1	0.98
9	0.25	0.51	9	2.32	1.77	4.68	0.04	4.01	2.19	1.98	2.61	1	0.25	0.93	0.55	1.98	10.0	1	1.86

Last rows

	Motion	Direct_Activity	Text	Share_SocTies	TimeInterval	LinearGuidance	FirstPerson	WordPicture	ThinkAhead	InnerThinking	Notifying	Genre	ThinkPositive	ThinkNegative	ShiftingEvents	PastEvents	Counter	Corpus	Reasoning	target
475	0.83	0.12	481	1.25	0.67	6.15	5.61	5.99	0.67	2.95	1.54	14	1.58	1.25	1.16	2.78	482.0	1	4.07	13
476	0.36	0.24	482	1.91	1.19	6.88	0.52	7.99	1.19	3.74	1.87	14	0.68	1.15	0.76	2.66	483.0	1	2.35	13
477	0.33	0.17	483	1.61	0.87	7.24	5.50	4.59	1.12	3.56	1.90	14	1.86	0.95	0.87	2.19	484.0	1	4.26	13
478	0.52	0.32	484	1.23	0.83	7.73	0.71	10.03	0.99	2.89	1.67	14	0.83	1.15	0.79	3.05	485.0	1	2.26	13
479	1.12	0.12	485	0.52	0.60	9.08	0.76	5.76	1.04	1.88	1.92	14	0.24	1.24	1.56	3.76	486.0	1	2.28	13
480	0.74	0.13	486	1.13	1.52	8.77	0.56	5.69	1.35	2.39	2.43	14	0.87	1.48	1.43	3.69	487.0	1	2.82	13
481	0.90	0.13	487	1.49	1.15	4.65	4.61	8.45	0.81	2.22	1.79	14	0.94	1.79	0.94	2.90	488.0	1	2.13	13
482	0.45	0.37	488	1.36	0.86	8.48	0.66	6.30	0.91	2.96	1.65	14	0.70	1.19	0.49	3.29	489.0	1	3.29	13
483	0.64	0.21	489	1.33	1.37	8.54	0.26	6.05	1.50	3.39	2.36	14	0.86	2.23	1.24	4.21	490.0	1	2.75	13
484	0.58	0.50	490	1.94	0.45	5.98	1.65	4.13	1.20	2.39	2.06	14	1.03	2.02	0.87	2.64	491.0	1	2.81	13

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows